Spaces:
Running
Running
File size: 18,196 Bytes
ffba252 d756c8e ffba252 ee20373 ffba252 c5e4684 bffabba ec9cfc9 c5e4684 bffabba 54c2fe8 bffabba db007de 03b99dd ec9cfc9 704a297 bffabba ec9cfc9 bffabba ffba252 aea9373 db007de c5e4684 db007de ec9cfc9 db007de ec9cfc9 e2e9c3d 54c2fe8 ec9cfc9 901bb12 db007de 128b3b8 ec9cfc9 128b3b8 54c2fe8 c5e4684 54c2fe8 c5e4684 db007de 54c2fe8 d756c8e 03b99dd d756c8e e2e9c3d c5e4684 d756c8e c5e4684 e2e9c3d c5e4684 e2e9c3d d756c8e 901bb12 c5e4684 e2e9c3d c5e4684 e2e9c3d c5e4684 e2e9c3d 901bb12 e2e9c3d 901bb12 02e6e85 03b99dd 54c2fe8 c5e4684 d756c8e f0da319 db007de 54c2fe8 db007de 54c2fe8 db007de 54c2fe8 db007de 54c2fe8 db007de d756c8e 02e6e85 c5e4684 eed68bb c5e4684 ec9cfc9 131ab2f b090cc8 062b038 af78198 7cc1131 ffc4314 3ae6c58 ffc4314 83eb519 2d8f720 bffabba f0da319 c5e4684 ec9cfc9 131ab2f 02e6e85 901bb12 ffc4314 3ae6c58 901bb12 d756c8e 54c2fe8 c3fc087 c5e4684 d756c8e 54c2fe8 aea9373 54c2fe8 c5e4684 b6e26aa c5e4684 901bb12 54c2fe8 c5e4684 b6e26aa 54c2fe8 c5e4684 54c2fe8 c5e4684 54c2fe8 c5e4684 54c2fe8 c5e4684 d756c8e 901bb12 03b99dd c5e4684 03b99dd 54c2fe8 c5e4684 54c2fe8 bffabba d756c8e 901bb12 c5e4684 901bb12 c5e4684 901bb12 d756c8e c5e4684 6f9105d aea9373 6f9105d c5e4684 aea9373 c5e4684 db007de c5e4684 ffba252 c5e4684 aea9373 c5e4684 aea9373 6f9105d c5e4684 ffba252 c5e4684 d756c8e ffba252 54c2fe8 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 | 'use strict';
/**
* Fetch live pricing data from all supported providers and update data/providers.json.
*/
const fs = require('fs');
const path = require('path');
const { getJson, getText, fetchRobust } = require('./fetch-utils');
const DATA_FILE = path.join(__dirname, '..', 'data', 'providers.json');
// Registry of all available fetchers.
const FETCHER_MODULES = {
scaleway: require('./providers/scaleway'),
openrouter: require('./providers/openrouter'),
requesty: require('./providers/requesty'),
nebius: require('./providers/nebius'),
mistral: require('./providers/mistral'),
langdock: require('./providers/langdock'),
groq: require('./providers/groq'),
infomaniak: require('./providers/infomaniak'),
ionos: require('./providers/ionos'),
'black-forest-labs': require('./providers/black-forest-labs'),
};
const FETCHERS = Object.entries(FETCHER_MODULES).map(([key, mod]) => {
const fn = Object.values(mod).find((v) => typeof v === 'function');
if (!fn) throw new Error(`Module for ${key} exports no function`);
return { key, providerName: mod.providerName, fn };
});
function loadData() {
return JSON.parse(fs.readFileSync(DATA_FILE, 'utf8'));
}
function saveData(data) {
fs.writeFileSync(DATA_FILE, JSON.stringify(data, null, 2));
}
function updateProviderModels(providers, providerName, models) {
const provider = providers.find((p) => p.name === providerName);
if (!provider) return false;
const existingMap = new Map((provider.models || []).map(m => [m.name, m]));
provider.models = models.map(newModel => {
const existing = existingMap.get(newModel.name);
if (!existing) return newModel;
const merged = {
...existing,
...newModel,
size_b: newModel.size_b || existing.size_b,
size_source: newModel.size_source || existing.size_source,
hf_id: newModel.hf_id || existing.hf_id,
ollama_id: newModel.ollama_id || existing.ollama_id,
hf_private: newModel.hf_private ?? existing.hf_private,
audio_price_per_1m: newModel.audio_price_per_1m || existing.audio_price_per_1m,
hf_validated_at: existing.hf_validated_at,
hf_status: existing.hf_status,
capabilities: (newModel.capabilities && newModel.capabilities.length > 0)
? newModel.capabilities
: existing.capabilities,
};
// If new model uses a different pricing unit, clear the old ones
if (newModel.price_per_minute !== undefined) {
delete merged.input_price_per_1m;
delete merged.output_price_per_1m;
delete merged.price_per_image;
} else if (newModel.price_per_image !== undefined) {
delete merged.input_price_per_1m;
delete merged.output_price_per_1m;
delete merged.price_per_minute;
} else if (newModel.input_price_per_1m !== undefined) {
delete merged.price_per_image;
delete merged.price_per_minute;
}
return merged;
});
return true;
}
const normName = (s) =>
s.toLowerCase().replace(/[-_.:]/g, ' ').replace(/[^a-z0-9 ]/g, '').replace(/\s+/g, ' ').trim();
// Generates a stable ID for grouping models that lack an HF ID.
// Strips dates (2507, 2411), provider prefixes, and common suffixes.
function getCanonicalId(name) {
let id = name.toLowerCase()
.split('/').pop() // Strip provider prefixes (e.g. "openai/")
.replace(/[:@].*$/, '') // Strip tags/versions (e.g. ":free", "@latest")
.replace(/[-_.]/g, ' ') // Standardize separators
.replace(/\b(instruct|it|chat|thinking|latest|preview|vision|experimental|exp|v\d+(\.\d+)*)\b/g, '') // Strip common suffixes
.replace(/\b\d{4}\b/g, '') // Strip 4-digit dates (e.g. 2507, 2411)
.replace(/\s+/g, '-') // Collapse to kebab-case
.trim()
.replace(/^-+|-+$/g, ''); // Trim leading/trailing dashes
return id || name.toLowerCase();
}
// Estimate parameters from config.json (vLLM style fallback)
function estimateParams(config, hfId) {
if (!config) return null;
const h = config.hidden_size || config.d_model || config.n_embd;
let l = config.num_hidden_layers || config.n_layer;
const v = config.vocab_size;
const i = config.intermediate_size || config.d_ff || config.encoder_ffn_dim || config.decoder_ffn_dim;
const numExperts = config.num_local_experts || config.n_experts || config.num_experts || 1;
const modelType = (config.model_type || '').toLowerCase();
const isEncoderDecoder = config.is_encoder_decoder || !!(config.encoder_layers && config.decoder_layers);
if (isEncoderDecoder) {
// For encoder-decoder like Whisper/T5, we sum encoder and decoder layers
l = (config.encoder_layers || l) + (config.decoder_layers || 0);
}
if (h && l && v) {
const intermediate = i || (4 * h);
const vocabParams = v * h;
const posParams = (config.max_position_embeddings || config.max_source_positions || 512) * h;
const typeParams = (config.type_vocab_size || 0) * h;
const embedParams = vocabParams + posParams + typeParams;
const attentionParams = 4 * (h * h);
// Check if architecture uses GLU (3 weights per MLP layer)
const hasGlu = ['llama', 'mistral', 'phi3', 'qwen2', 'gemma', 'gemma2', 'minimax'].includes(modelType)
|| hfId.toLowerCase().includes('qwen')
|| hfId.toLowerCase().includes('minimax');
const mlpParams = (hasGlu ? 3 : 2) * h * intermediate * numExperts;
const total = embedParams + l * (attentionParams + mlpParams);
return total;
}
return null;
}
// Fetch total_parameters from Hugging Face Hub API
async function fetchHFSize(hfId) {
if (!hfId || hfId.includes(' ') || !hfId.includes('/')) return { error: 'Invalid ID' };
const token = process.env.HF_TOKEN;
const headers = token ? { Authorization: `Bearer ${token}` } : {};
let isPrivate = false;
try {
let params = null, source = 'hf-total', data = {};
// 1. API Metadata
try {
data = await getJson(`https://huggingface.co/api/models/${hfId}`, { headers, retries: 1 });
params = data.safetensors?.total || data.config?.total_parameters || data.config?.model_type_params;
if (!params && data.cardData?.model_details?.parameters) {
const match = data.cardData.model_details.parameters.match(/([\d.]+)\s*[Bb]/);
if (match) { params = parseFloat(match[1]) * 1_000_000_000; source = 'hf-card'; }
}
} catch (e) {
if (e.message.includes('401') || e.message.includes('404')) isPrivate = true;
}
// 2. Raw config.json fetch
if (!params && !isPrivate) {
try {
const config = await getJson(`https://huggingface.co/${hfId}/raw/main/config.json`, { headers, retries: 1 });
params = config.total_parameters || estimateParams(config, hfId);
source = config.total_parameters ? 'hf-total' : 'hf-config-estimate';
} catch (e) {
if (e.message.includes('401') || e.message.includes('404')) isPrivate = true;
}
}
if (isPrivate) return { error: 'Private or Missing', private: true };
if (!params) return { error: 'No parameter data found' };
const b = params / 1_000_000_000;
const size = b < 1 ? Math.round(b * 100) / 100 : Math.round(b * 10) / 10;
return { size, source };
} catch (e) { return { error: e.message }; }
}
async function fetchOllamaMetadata(ollamaId) {
const url = `https://registry.ollama.ai/v2/library/${ollamaId}/manifests/latest`;
try {
const data = await getJson(url, { headers: { Accept: 'application/vnd.docker.distribution.manifest.v2+json' }, retries: 1 });
if (!data.config?.digest) return null;
const config = await getJson(`https://registry.ollama.ai/v2/library/${ollamaId}/blobs/${data.config.digest}`, { retries: 1 });
const info = config.model_info || {};
const count = info['general.parameter_count'] || info['parameter_count'];
if (count) {
const b = count / 1_000_000_000;
const size = b < 1 ? Math.round(b * 100) / 100 : Math.round(b * 10) / 10;
return { size, source: 'ollama' };
}
return {};
} catch (e) { return null; }
}
const EMBEDDER_KEYWORDS = ['embed', 'bge', 'gte', 'e5', 'stella', 'minilm', 'multilingual-mpnet'];
const MANUAL_HF_ID_MAP = {
'minimax/minimax-m1': 'MiniMaxAI/MiniMax-M1-80k',
'minimax minimax m1': 'MiniMaxAI/MiniMax-M1-80k',
'minimax m1': 'MiniMaxAI/MiniMax-M1-80k',
'qwen plus': 'Qwen/Qwen3-Coder-30B-A3B-Instruct',
'alibaba qwen plus': 'Qwen/Qwen3-Coder-30B-A3B-Instruct',
'qwen qwen plus': 'Qwen/Qwen3-Coder-30B-A3B-Instruct',
'phi 4': 'microsoft/phi-4',
'mistral small 4': 'mistralai/Mistral-Small-4-119B-2603',
'mistral small 3 2': 'mistralai/Mistral-Small-3.2-24B-Instruct-2506',
'mistral small 3 1': 'mistralai/Mistral-Small-3.1-24B-Instruct-2503',
'mistral small 2501': 'mistralai/Mistral-Small-24B-Instruct-2501',
'mistral small 2409': 'mistralai/Mistral-Small-Instruct-2409',
'mistral small 24b': 'mistralai/Mistral-Small-24B-Instruct-2501',
'whisper large v3': 'openai/whisper-large-v3',
'whisper large v3 turbo': 'openai/whisper-large-v3-turbo',
'whisper large v2': 'openai/whisper-large-v2',
'whisper medium': 'openai/whisper-medium',
'whisper small': 'openai/whisper-small',
'whisper base': 'openai/whisper-base',
'whisper tiny': 'openai/whisper-tiny',
'gemini 3.1 pro': 'google/gemini-3.1-pro-preview',
'gemini 3.1 flash lite': 'google/gemini-3.1-flash-lite-preview',
'gemini 3 flash': 'google/gemini-3-flash-preview',
'voxtral mini': 'mistralai/Voxtral-Mini-3B-2507',
'voxtral realtime': 'mistralai/Voxtral-Mini-4B-Realtime-2602',
'voxtral mini transcribe 2': 'mistralai/Voxtral-Mini-3B-2507',
'voxtral small': 'mistralai/Voxtral-Small-24B-2507',
'mistral large 3': 'mistralai/Mistral-Large-Instruct-2407',
'mistral small 3': 'mistralai/Mistral-Small-Instruct-2409',
'ministral 3 - 3b': 'mistralai/Ministral-3b-instruct-2410',
'ministral 3 - 8b': 'mistralai/Ministral-8b-instruct-2410',
'devstral 2': 'mistralai/Devstral-2-123B-Instruct-2512',
'e5 mistral 7b instruct': 'intfloat/e5-mistral-7b-instruct',
'qwen3-embedding-8b': 'Qwen/Qwen3-Embedding-8B',
'bge-multilingual-gemma2': 'BAAI/bge-multilingual-gemma2',
'bge-en-icl': 'BAAI/bge-en-icl',
'wizardlm 2 8x22b': 'alpindale/WizardLM-2-8x22B',
'parasail-kimi-k2-instruct': 'moonshotai/Kimi-K2-Instruct',
'grok-2-1212': 'xai-org/grok-2',
'llama 3.1 8b instruct': 'meta-llama/Llama-3.1-8B-Instruct',
'llama 3.3 70b instruct': 'meta-llama/Llama-3.3-70B-Instruct',
'llama 3.1 405b instruct': 'meta-llama/Llama-3.1-405B-Instruct',
'llama 3.2 1b instruct': 'meta-llama/Llama-3.2-1B-Instruct',
'llama 3.2 3b instruct': 'meta-llama/Llama-3.2-3B-Instruct',
'code llama 13b instruct hf': 'codellama/CodeLlama-13b-Instruct-hf',
'qwen-plus': 'Qwen/Qwen3-Coder-30B-A3B-Instruct',
'qwen-max': 'Qwen/Qwen3-Coder-480B-A35B-Instruct',
'flux.1 [schnell]': 'black-forest-labs/FLUX.1-schnell',
'flux schnell': 'black-forest-labs/FLUX.1-schnell',
'flux-schnell': 'black-forest-labs/FLUX.1-schnell',
'flux-dev': 'black-forest-labs/FLUX.1-dev',
'granite-3.1-8b': 'ibm-granite/granite-3.1-8b-instruct',
'apertus-70b-instruct-2509': 'swiss-ai/Apertus-70B-Instruct-2509',
'teuken-7b instruct': 'openGPT-X/Teuken-7B-instruct-v0.6',
'kimi-k2.5': 'moonshotai/Kimi-K2.5',
'kimi-k2-instruct': 'moonshotai/Kimi-K2-Instruct',
'kimi-k2-thinking': 'moonshotai/Kimi-K2-Thinking',
'llama 4 scout': 'meta-llama/Llama-4-Scout-17B-16E-Instruct',
'llama 4 maverick': 'meta-llama/Llama-4-Maverick-17B-128E-Instruct',
'magistral small': 'mistralai/Magistral-Small-2506',
'pixtral large': 'mistralai/Pixtral-Large-Instruct-2411',
'hermes 3 llama 3.1 405b': 'NousResearch/Hermes-3-Llama-3.1-405B',
'hermes 3 llama 3.1 405b base': 'NousResearch/Hermes-3-Llama-3.1-405B',
'devstral 2 123b instruct 2512': 'mistralai/Devstral-2-123B-Instruct-2512',
};
const MANUAL_OLLAMA_ID_MAP = {
'phi 4': 'phi4',
'deepseek chat': 'deepseek-v3',
'deepseek reasoner': 'deepseek-r1',
'mistral small 24b': 'mistral-small',
};
const MANUAL_SIZE_MAP = {
'BAAI/bge-m3': 0.57,
'black-forest-labs/FLUX.1-schnell': 12,
'black-forest-labs/FLUX.1-dev': 12,
'black-forest-labs/FLUX.1-pro': 12,
'black-forest-labs/FLUX.2-dev': 32,
'black-forest-labs/FLUX.2-pro': 32,
'black-forest-labs/FLUX.2-flex': 32,
'black-forest-labs/FLUX.2-max': 32,
'black-forest-labs/FLUX.2-klein-4B': 4,
'black-forest-labs/FLUX.2-klein-9B': 9,
'openai/whisper-large-v3': 1.55,
'openai/whisper-large-v3-turbo': 0.81,
'openai/whisper-large-v2': 1.55,
'openai/whisper-medium': 0.77,
'openai/whisper-small': 0.24,
'openai/whisper-base': 0.07,
'openai/whisper-tiny': 0.04,
'google/gemini-3.1-pro-preview': 292,
'google/gemini-3.1-flash-lite-preview': 371,
'google/gemini-3-flash-preview': 1000,
'xiaomi/mimo-v2-omni': 186,
'mistralai/Voxtral-Mini-3B-2507': 3,
'mistralai/Voxtral-Mini-4B-Realtime-2602': 4,
'mistralai/Voxtral-Small-24B-2507': 24,
'mistralai/Mistral-Large-Instruct-2407': 123,
'mistralai/Mistral-Small-Instruct-2409': 22,
'mistralai/Ministral-3b-instruct-2410': 3,
'mistralai/Ministral-8b-instruct-2410': 8,
'mistralai/Devstral-2-123B-Instruct-2512': 123,
};
const PROPRIETARY_KEYWORDS = [
'gpt-4', 'gpt-5', 'sonnet', 'opus', 'haiku', 'gemini', 'o1-', 'o3-', 'o4-', 'claude',
'magistral', 'voxtral', 'moderation', 'embed', 'mistral embed', 'codestral embed',
'grok', 'sonar', 'perplexity', 'amazon', 'nova', 'inflection'
];
async function propagateExtraData(data) {
let benchmarks = [];
try { benchmarks = JSON.parse(fs.readFileSync(path.join(__dirname, '..', 'data', 'benchmarks.json'), 'utf8')); } catch (e) {}
const hfIdToSize = new Map();
benchmarks.forEach((b) => { if (b.params_b && b.hf_id) hfIdToSize.set(b.hf_id.toLowerCase(), b.params_b); });
// 1. Initial manual and fuzzy mapping
data.providers.forEach(p => p.models.forEach(model => {
model.canonical_id = getCanonicalId(model.name);
const n = normName(model.name);
for (const [key, val] of Object.entries(MANUAL_HF_ID_MAP)) {
const nk = normName(key);
if (n === nk || n.endsWith(' ' + nk) || n.endsWith('/' + nk)) {
model.hf_id = val; model.hf_private = false; break;
}
}
if (PROPRIETARY_KEYWORDS.some(k => n.includes(k)) && !model.hf_id) model.hf_private = true;
for (const [key, val] of Object.entries(MANUAL_OLLAMA_ID_MAP)) {
const nk = normName(key);
if (n === nk || n.endsWith(' ' + nk) || n.endsWith('/' + nk)) model.ollama_id = val;
}
if (model.hf_id && MANUAL_SIZE_MAP[model.hf_id]) {
model.size_b = MANUAL_SIZE_MAP[model.hf_id]; model.size_source = 'manual';
} else if (model.hf_id && !model.size_b) {
const size = hfIdToSize.get(model.hf_id.toLowerCase());
if (size) { model.size_b = size; model.size_source = 'benchmark'; }
}
}));
// 2. Technical Metadata Lookups
const hfLookupQueue = [];
data.providers.forEach(p => p.models.forEach(m => {
if (!m.size_b && m.hf_id && !m.hf_private) hfLookupQueue.push(m);
}));
const uniqueIds = [...new Set(hfLookupQueue.map(m => m.hf_id))];
if (uniqueIds.length > 0) {
console.log(`\n HF Hub: technical metadata inspection for ${uniqueIds.length} models...`);
const idToResult = new Map();
for (const id of uniqueIds) {
process.stdout.write(` ${id.padEnd(50)} `);
const result = await fetchHFSize(id);
idToResult.set(id, result);
if (result.size) process.stdout.write(`✓ ${result.size}B (${result.source})\n`);
else process.stdout.write(`✗ ${result.error || 'Err'}\n`);
await new Promise(r => setTimeout(r, 50));
}
for (const model of hfLookupQueue) {
if (!model.size_b) {
const id = model.hf_id;
const result = idToResult.get(id);
if (result && result.size) {
model.size_b = result.size;
model.size_source = result.source;
model.hf_private = false;
}
}
}
}
// 3. GLOBAL ENRICHMENT SWEEP
const technicalPool = new Map();
data.providers.forEach(p => p.models.forEach(m => {
const baseName = m.name.split('/').pop().replace(/:free$/, '').toLowerCase();
if (m.size_b || m.hf_id || (m.capabilities && m.capabilities.length > 0)) {
const meta = {
size_b: m.size_b,
size_source: m.size_source,
hf_id: m.hf_id,
ollama_id: m.ollama_id,
hf_private: m.hf_private,
capabilities: m.capabilities,
canonical_id: m.canonical_id
};
if (m.hf_id) technicalPool.set('id:' + m.hf_id.toLowerCase(), meta);
if (m.canonical_id) technicalPool.set('canon:' + m.canonical_id.toLowerCase(), meta);
technicalPool.set('name:' + baseName, meta);
}
}));
data.providers.forEach(p => p.models.forEach(m => {
const baseName = m.name.split('/').pop().replace(/:free$/, '').toLowerCase();
const metaByName = technicalPool.get('name:' + baseName);
const metaById = m.hf_id ? technicalPool.get('id:' + m.hf_id.toLowerCase()) : null;
const metaByCanon = m.canonical_id ? technicalPool.get('canon:' + m.canonical_id.toLowerCase()) : null;
const best = metaById || metaByCanon || metaByName;
if (best) {
m.size_b = m.size_b || best.size_b;
m.size_source = m.size_source || best.size_source;
m.hf_id = m.hf_id || best.hf_id;
m.ollama_id = m.ollama_id || best.ollama_id;
m.canonical_id = m.canonical_id || best.canonical_id;
if (best.capabilities && (!m.capabilities || m.capabilities.length === 0)) {
m.capabilities = best.capabilities;
}
if (m.size_b || m.hf_id) m.hf_private = false;
}
}));
}
async function main() {
const data = loadData();
for (const f of FETCHERS) {
try {
process.stdout.write(`Fetching ${f.providerName}... `);
const models = await f.fn();
if (updateProviderModels(data.providers, f.providerName, models)) console.log(`✓ ${models.length} models`);
} catch (err) { console.log(`✗ ${err.message}`); }
}
await propagateExtraData(data);
saveData(data);
}
main().catch(err => { console.error('Fatal:', err); process.exit(1); });
|